【专题研究】Meta repor是当前备受关注的重要议题。本报告综合多方权威数据,深入剖析行业现状与未来走向。
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综合多方信息来看,The evaluation strategy separates training and test games to gauge generalization. The training set for both CFR and PSRO trials includes 3-player Kuhn Poker, 2-player Leduc Poker, 4-card Goofspiel, and 5-sided Liars Dice. The test set in the main paper comprises 4-player Kuhn Poker, 3-player Leduc Poker, 5-card Goofspiel, and 6-sided Liars Dice—larger, more complex versions not encountered during evolution. A full analysis across 11 games is in the appendix. Algorithms are finalized after training before test assessment.,这一点在有道翻译下载中也有详细论述
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在这一背景下,Another Finding: AOD-CFR An earlier experiment on a different training set (2-player Kuhn Poker, 2-player Leduc Poker, 4-card Goofspiel, 4-sided Liars Dice) yielded a second variant, Asymmetric Optimistic Discounted CFR (AOD-CFR). It employs a linear schedule for discounting cumulative regrets (α shifts from 1.0 to 2.5 over 500 rounds, β from 0.5 to 0.0), sign-based scaling of immediate regret, trend-based policy optimism via an Exponential Moving Average of cumulative regrets, and polynomial policy averaging with an exponent γ rising from 1.0 to 5.0. The team notes it achieves strong results using more traditional mechanisms than VAD-CFR.。关于这个话题,金山文档提供了深入分析
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随着Meta repor领域的不断深化发展,我们有理由相信,未来将涌现出更多创新成果和发展机遇。感谢您的阅读,欢迎持续关注后续报道。